2023
Predicting tumor recurrence on baseline MR imaging in patients with early-stage hepatocellular carcinoma using deep machine learning
Kucukkaya A, Zeevi T, Chai N, Raju R, Haider S, Elbanan M, Petukhova-Greenstein A, Lin M, Onofrey J, Nowak M, Cooper K, Thomas E, Santana J, Gebauer B, Mulligan D, Staib L, Batra R, Chapiro J. Predicting tumor recurrence on baseline MR imaging in patients with early-stage hepatocellular carcinoma using deep machine learning. Scientific Reports 2023, 13: 7579. PMID: 37165035, PMCID: PMC10172370, DOI: 10.1038/s41598-023-34439-7.Peer-Reviewed Original Research
2020
Automatic Multimodal Registration via Intraprocedural Cone-Beam CT Segmentation using MRI Distance Maps
Augenfeld Z, Lin M, Chapiro J, Duncan J. Automatic Multimodal Registration via Intraprocedural Cone-Beam CT Segmentation using MRI Distance Maps. 2020, 00: 1-4. DOI: 10.1109/isbi45749.2020.9098619.Peer-Reviewed Original ResearchRobust Point MatchingMultimodal registrationConvolutional neural networkSpatial informationDistance mapTarget image segmentationAutomatic multimodal registrationDense spatial informationMore medical imagesMedical imagesImaging domainImage segmentationSupervised fashionNeural networkTarget imageCT segmentationSegmented regionsSource imagesPoint matchingRegistration frameworkSegmentationSecond networkNetworkImage qualityImage-guided procedures